Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 1629 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 254.7 KiB |
| Average record size in memory | 160.1 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 6 |
three_g is highly correlated with four_g | High correlation |
four_g is highly correlated with three_g | High correlation |
px_width is highly correlated with px_height | High correlation |
sc_h is highly correlated with sc_w | High correlation |
sc_w is highly correlated with sc_h | High correlation |
px_height is highly correlated with px_width | High correlation |
df_index has unique values | Unique |
pc has 79 (4.8%) zeros | Zeros |
sc_w has 144 (8.8%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-05 07:37:10.619166 |
|---|---|
| Analysis finished | 2022-10-05 07:38:14.622318 |
| Duration | 1 minute and 4 seconds |
| Software version | pandas-profiling v3.3.1 |
| Download configuration | config.json |
| Distinct | 1629 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1174.146102 |
| Minimum | 1 |
|---|---|
| Maximum | 2327 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 120.8 |
| Q1 | 606 |
| median | 1179 |
| Q3 | 1756 |
| 95-th percentile | 2213.6 |
| Maximum | 2327 |
| Range | 2326 |
| Interquartile range (IQR) | 1150 |
Descriptive statistics
| Standard deviation | 670.6473106 |
|---|---|
| Coefficient of variation (CV) | 0.5711787567 |
| Kurtosis | -1.192300847 |
| Mean | 1174.146102 |
| Median Absolute Deviation (MAD) | 575 |
| Skewness | -0.01205270568 |
| Sum | 1912684 |
| Variance | 449767.8153 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 393 | 1 | 0.1% |
| 851 | 1 | 0.1% |
| 91 | 1 | 0.1% |
| 730 | 1 | 0.1% |
| 2312 | 1 | 0.1% |
| 963 | 1 | 0.1% |
| 913 | 1 | 0.1% |
| 1986 | 1 | 0.1% |
| 1490 | 1 | 0.1% |
| 1443 | 1 | 0.1% |
| Other values (1619) | 1619 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 13 | 1 | |
| 15 | 1 | |
| 17 | 1 | |
| 19 | 1 |
| Value | Count | Frequency (%) |
| 2327 | 1 | |
| 2326 | 1 | |
| 2325 | 1 | |
| 2324 | 1 | |
| 2323 | 1 | |
| 2319 | 1 | |
| 2318 | 1 | |
| 2316 | 1 | |
| 2315 | 1 | |
| 2314 | 1 |
talk_time
Real number (ℝ≥0)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.98526703 |
| Minimum | 2 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 19 |
| Maximum | 20 |
| Range | 18 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.433631643 |
|---|---|
| Coefficient of variation (CV) | 0.4946289995 |
| Kurtosis | -1.208637624 |
| Mean | 10.98526703 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.01973719172 |
| Sum | 17895 |
| Variance | 29.52435283 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 107 | 6.6% |
| 4 | 103 | 6.3% |
| 15 | 99 | 6.1% |
| 6 | 95 | 5.8% |
| 10 | 93 | 5.7% |
| 16 | 92 | 5.6% |
| 13 | 91 | 5.6% |
| 19 | 90 | 5.5% |
| 11 | 87 | 5.3% |
| 18 | 85 | 5.2% |
| Other values (9) | 687 |
| Value | Count | Frequency (%) |
| 2 | 80 | |
| 3 | 70 | |
| 4 | 103 | |
| 5 | 76 | |
| 6 | 95 | |
| 7 | 107 | |
| 8 | 84 | |
| 9 | 71 | |
| 10 | 93 | |
| 11 | 87 |
| Value | Count | Frequency (%) |
| 20 | 81 | |
| 19 | 90 | |
| 18 | 85 | |
| 17 | 72 | |
| 16 | 92 | |
| 15 | 99 | |
| 14 | 78 | |
| 13 | 91 | |
| 12 | 75 | |
| 11 | 87 |
battery_power
Real number (ℝ≥0)
| Distinct | 915 |
|---|---|
| Distinct (%) | 56.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1250.555556 |
| Minimum | 502 |
|---|---|
| Maximum | 1998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 502 |
|---|---|
| 5-th percentile | 574.8 |
| Q1 | 856 |
| median | 1265 |
| Q3 | 1615 |
| 95-th percentile | 1936.6 |
| Maximum | 1998 |
| Range | 1496 |
| Interquartile range (IQR) | 759 |
Descriptive statistics
| Standard deviation | 438.4124463 |
|---|---|
| Coefficient of variation (CV) | 0.3505741463 |
| Kurtosis | -1.198661271 |
| Mean | 1250.555556 |
| Median Absolute Deviation (MAD) | 377 |
| Skewness | -0.02097780131 |
| Sum | 2037155 |
| Variance | 192205.4731 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1949 | 6 | 0.4% |
| 1330 | 6 | 0.4% |
| 1715 | 5 | 0.3% |
| 767 | 5 | 0.3% |
| 1154 | 5 | 0.3% |
| 946 | 5 | 0.3% |
| 793 | 5 | 0.3% |
| 534 | 5 | 0.3% |
| 618 | 5 | 0.3% |
| 1281 | 5 | 0.3% |
| Other values (905) | 1577 |
| Value | Count | Frequency (%) |
| 502 | 2 | |
| 503 | 3 | |
| 504 | 4 | |
| 506 | 2 | |
| 507 | 3 | |
| 508 | 2 | |
| 509 | 1 | 0.1% |
| 510 | 3 | |
| 511 | 4 | |
| 512 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1998 | 1 | 0.1% |
| 1997 | 1 | 0.1% |
| 1996 | 2 | |
| 1995 | 3 | |
| 1994 | 3 | |
| 1993 | 1 | 0.1% |
| 1992 | 3 | |
| 1991 | 2 | |
| 1989 | 3 | |
| 1988 | 1 | 0.1% |
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.966236955 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 79 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.137808427 |
|---|---|
| Coefficient of variation (CV) | 0.6158601741 |
| Kurtosis | -1.206497185 |
| Mean | 9.966236955 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.02244086549 |
| Sum | 16235 |
| Variance | 37.67269228 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 97 | 6.0% |
| 20 | 96 | 5.9% |
| 1 | 92 | 5.6% |
| 4 | 90 | 5.5% |
| 9 | 89 | 5.5% |
| 7 | 86 | 5.3% |
| 17 | 80 | 4.9% |
| 0 | 79 | 4.8% |
| 15 | 78 | 4.8% |
| 13 | 76 | 4.7% |
| Other values (11) | 766 |
| Value | Count | Frequency (%) |
| 0 | 79 | |
| 1 | 92 | |
| 2 | 75 | |
| 3 | 71 | |
| 4 | 90 | |
| 5 | 59 | |
| 6 | 72 | |
| 7 | 86 | |
| 8 | 74 | |
| 9 | 89 |
| Value | Count | Frequency (%) |
| 20 | 96 | |
| 19 | 75 | |
| 18 | 67 | |
| 17 | 80 | |
| 16 | 74 | |
| 15 | 78 | |
| 14 | 73 | |
| 13 | 76 | |
| 12 | 67 | |
| 11 | 59 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1629 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1252 | |
| 0 | 377 | 23.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 1252 | |
| 0 | 377 | 23.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1252 | |
| 0 | 377 | 23.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1629 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1252 | |
| 0 | 377 | 23.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1629 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1252 | |
| 0 | 377 | 23.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1629 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1252 | |
| 0 | 377 | 23.1% |
mobile_wt
Real number (ℝ≥0)
| Distinct | 121 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 140.0006139 |
| Minimum | 80 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 80 |
|---|---|
| 5-th percentile | 86 |
| Q1 | 109 |
| median | 140 |
| Q3 | 170 |
| 95-th percentile | 196 |
| Maximum | 200 |
| Range | 120 |
| Interquartile range (IQR) | 61 |
Descriptive statistics
| Standard deviation | 35.48554919 |
|---|---|
| Coefficient of variation (CV) | 0.2534670971 |
| Kurtosis | -1.245567705 |
| Mean | 140.0006139 |
| Median Absolute Deviation (MAD) | 31 |
| Skewness | 0.0279042485 |
| Sum | 228061 |
| Variance | 1259.224201 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 199 | 26 | 1.6% |
| 105 | 25 | 1.5% |
| 182 | 24 | 1.5% |
| 101 | 24 | 1.5% |
| 169 | 21 | 1.3% |
| 185 | 20 | 1.2% |
| 111 | 20 | 1.2% |
| 93 | 19 | 1.2% |
| 88 | 19 | 1.2% |
| 160 | 18 | 1.1% |
| Other values (111) | 1413 |
| Value | Count | Frequency (%) |
| 80 | 14 | |
| 81 | 10 | |
| 82 | 12 | |
| 83 | 13 | |
| 84 | 16 | |
| 85 | 12 | |
| 86 | 14 | |
| 87 | 10 | |
| 88 | 19 | |
| 89 | 17 |
| Value | Count | Frequency (%) |
| 200 | 17 | |
| 199 | 26 | |
| 198 | 17 | |
| 197 | 17 | |
| 196 | 15 | |
| 195 | 5 | 0.3% |
| 194 | 5 | 0.3% |
| 193 | 12 | |
| 192 | 15 | |
| 191 | 16 |
| Distinct | 922 |
|---|---|
| Distinct (%) | 56.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1242.829957 |
| Minimum | 500 |
|---|---|
| Maximum | 1997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 574.4 |
| Q1 | 865 |
| median | 1235 |
| Q3 | 1615 |
| 95-th percentile | 1930.6 |
| Maximum | 1997 |
| Range | 1497 |
| Interquartile range (IQR) | 750 |
Descriptive statistics
| Standard deviation | 431.8262273 |
|---|---|
| Coefficient of variation (CV) | 0.3474539899 |
| Kurtosis | -1.176062454 |
| Mean | 1242.829957 |
| Median Absolute Deviation (MAD) | 376 |
| Skewness | 0.03944181928 |
| Sum | 2024570 |
| Variance | 186473.8906 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1429 | 8 | 0.5% |
| 874 | 7 | 0.4% |
| 1345 | 6 | 0.4% |
| 952 | 6 | 0.4% |
| 1942 | 6 | 0.4% |
| 831 | 6 | 0.4% |
| 1199 | 6 | 0.4% |
| 589 | 5 | 0.3% |
| 1013 | 5 | 0.3% |
| 1463 | 5 | 0.3% |
| Other values (912) | 1569 |
| Value | Count | Frequency (%) |
| 500 | 3 | |
| 501 | 2 | |
| 506 | 1 | 0.1% |
| 507 | 1 | 0.1% |
| 509 | 1 | 0.1% |
| 510 | 3 | |
| 512 | 2 | |
| 513 | 2 | |
| 515 | 2 | |
| 516 | 2 |
| Value | Count | Frequency (%) |
| 1997 | 1 | 0.1% |
| 1996 | 1 | 0.1% |
| 1995 | 3 | |
| 1994 | 1 | 0.1% |
| 1992 | 1 | 0.1% |
| 1989 | 3 | |
| 1988 | 4 | |
| 1987 | 1 | 0.1% |
| 1986 | 1 | 0.1% |
| 1985 | 1 | 0.1% |
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.38305709 |
| Minimum | 5 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 9 |
| median | 12 |
| Q3 | 16 |
| 95-th percentile | 19 |
| Maximum | 19 |
| Range | 14 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.233144954 |
|---|---|
| Coefficient of variation (CV) | 0.3418497487 |
| Kurtosis | -1.211969187 |
| Mean | 12.38305709 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.1021900341 |
| Sum | 20172 |
| Variance | 17.9195162 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 157 | 9.6% |
| 7 | 127 | 7.8% |
| 12 | 123 | 7.6% |
| 18 | 114 | 7.0% |
| 16 | 113 | 6.9% |
| 11 | 113 | 6.9% |
| 15 | 112 | 6.9% |
| 14 | 106 | 6.5% |
| 13 | 105 | 6.4% |
| 19 | 104 | 6.4% |
| Other values (5) | 455 |
| Value | Count | Frequency (%) |
| 5 | 70 | |
| 6 | 96 | |
| 7 | 127 | |
| 8 | 91 | |
| 9 | 104 | |
| 10 | 94 | |
| 11 | 113 | |
| 12 | 123 | |
| 13 | 105 | |
| 14 | 106 |
| Value | Count | Frequency (%) |
| 19 | 104 | |
| 18 | 114 | |
| 17 | 157 | |
| 16 | 113 | |
| 15 | 112 | |
| 14 | 106 | |
| 13 | 105 | |
| 12 | 123 | |
| 11 | 113 | |
| 10 | 94 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.744014733 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 144 |
| Zeros (%) | 8.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 14 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.327377998 |
|---|---|
| Coefficient of variation (CV) | 0.7533716745 |
| Kurtosis | -0.3736838351 |
| Mean | 5.744014733 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.6407417346 |
| Sum | 9357 |
| Variance | 18.72620033 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 175 | |
| 4 | 156 | |
| 3 | 154 | |
| 0 | 144 | |
| 5 | 138 | |
| 2 | 124 | 7.6% |
| 6 | 113 | 6.9% |
| 7 | 106 | 6.5% |
| 8 | 98 | 6.0% |
| 10 | 89 | 5.5% |
| Other values (9) | 332 |
| Value | Count | Frequency (%) |
| 0 | 144 | |
| 1 | 175 | |
| 2 | 124 | |
| 3 | 154 | |
| 4 | 156 | |
| 5 | 138 | |
| 6 | 113 | |
| 7 | 106 | |
| 8 | 98 | |
| 9 | 76 |
| Value | Count | Frequency (%) |
| 18 | 4 | 0.2% |
| 17 | 16 | 1.0% |
| 16 | 25 | 1.5% |
| 15 | 25 | 1.5% |
| 14 | 28 | 1.7% |
| 13 | 38 | |
| 12 | 55 | |
| 11 | 65 | |
| 10 | 89 | |
| 9 | 76 |
m_dep
Real number (ℝ≥0)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4995702885 |
| Minimum | 0.1 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.2 |
| median | 0.5 |
| Q3 | 0.8 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.2896130809 |
|---|---|
| Coefficient of variation (CV) | 0.5797243902 |
| Kurtosis | -1.285353051 |
| Mean | 0.4995702885 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.08524555276 |
| Sum | 813.8 |
| Variance | 0.08387573661 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1 | 273 | |
| 0.2 | 173 | |
| 0.7 | 171 | |
| 0.8 | 167 | |
| 0.5 | 159 | |
| 0.9 | 157 | |
| 0.3 | 154 | |
| 0.6 | 153 | |
| 0.4 | 137 | |
| 1 | 85 | 5.2% |
| Value | Count | Frequency (%) |
| 0.1 | 273 | |
| 0.2 | 173 | |
| 0.3 | 154 | |
| 0.4 | 137 | |
| 0.5 | 159 | |
| 0.6 | 153 | |
| 0.7 | 171 | |
| 0.8 | 167 | |
| 0.9 | 157 | |
| 1 | 85 | 5.2% |
| Value | Count | Frequency (%) |
| 1 | 85 | 5.2% |
| 0.9 | 157 | |
| 0.8 | 167 | |
| 0.7 | 171 | |
| 0.6 | 153 | |
| 0.5 | 159 | |
| 0.4 | 137 | |
| 0.3 | 154 | |
| 0.2 | 173 | |
| 0.1 | 273 |
touch_screen
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1629 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 816 | |
| 1 | 813 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 816 | |
| 1 | 813 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 816 | |
| 1 | 813 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1629 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 816 | |
| 1 | 813 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1629 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 816 | |
| 1 | 813 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1629 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 816 | |
| 1 | 813 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1629 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 876 | |
| 0 | 753 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 876 | |
| 0 | 753 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 876 | |
| 0 | 753 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1629 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 876 | |
| 0 | 753 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1629 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 876 | |
| 0 | 753 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1629 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 876 | |
| 0 | 753 |
blue
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1629 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 776 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 776 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 776 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1629 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 776 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1629 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 776 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1629 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 776 |
n_cores
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.524861878 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.29225851 |
|---|---|
| Coefficient of variation (CV) | 0.5065919295 |
| Kurtosis | -1.242101759 |
| Mean | 4.524861878 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.00969767195 |
| Sum | 7371 |
| Variance | 5.254449075 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 214 | |
| 3 | 212 | |
| 4 | 209 | |
| 8 | 205 | |
| 6 | 202 | |
| 1 | 201 | |
| 2 | 194 | |
| 5 | 192 |
| Value | Count | Frequency (%) |
| 1 | 201 | |
| 2 | 194 | |
| 3 | 212 | |
| 4 | 209 | |
| 5 | 192 | |
| 6 | 202 | |
| 7 | 214 | |
| 8 | 205 |
| Value | Count | Frequency (%) |
| 8 | 205 | |
| 7 | 214 | |
| 6 | 202 | |
| 5 | 192 | |
| 4 | 209 | |
| 3 | 212 | |
| 2 | 194 | |
| 1 | 201 |
wifi
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1629 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 828 | |
| 0 | 801 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 828 | |
| 0 | 801 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 828 | |
| 0 | 801 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1629 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 828 | |
| 0 | 801 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1629 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 828 | |
| 0 | 801 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1629 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 828 | |
| 0 | 801 |
dual_sim
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1629 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 832 | |
| 0 | 797 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 832 | |
| 0 | 797 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 832 | |
| 0 | 797 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1629 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 832 | |
| 0 | 797 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1629 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 832 | |
| 0 | 797 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1629 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 832 | |
| 0 | 797 |
ram
Real number (ℝ≥0)
| Distinct | 1217 |
|---|---|
| Distinct (%) | 74.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2120.357274 |
| Minimum | 256 |
|---|---|
| Maximum | 3998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 256 |
|---|---|
| 5-th percentile | 456.4 |
| Q1 | 1211 |
| median | 2137 |
| Q3 | 3031 |
| 95-th percentile | 3834 |
| Maximum | 3998 |
| Range | 3742 |
| Interquartile range (IQR) | 1820 |
Descriptive statistics
| Standard deviation | 1079.789375 |
|---|---|
| Coefficient of variation (CV) | 0.5092487894 |
| Kurtosis | -1.168537297 |
| Mean | 2120.357274 |
| Median Absolute Deviation (MAD) | 919 |
| Skewness | 0.0311448587 |
| Sum | 3454062 |
| Variance | 1165945.095 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2227 | 6 | 0.4% |
| 2334 | 6 | 0.4% |
| 1851 | 5 | 0.3% |
| 2822 | 4 | 0.2% |
| 3834 | 4 | 0.2% |
| 690 | 4 | 0.2% |
| 2610 | 4 | 0.2% |
| 461 | 4 | 0.2% |
| 3615 | 4 | 0.2% |
| 1886 | 4 | 0.2% |
| Other values (1207) | 1584 |
| Value | Count | Frequency (%) |
| 256 | 1 | |
| 258 | 2 | |
| 259 | 1 | |
| 262 | 1 | |
| 265 | 1 | |
| 273 | 1 | |
| 277 | 1 | |
| 278 | 2 | |
| 282 | 1 | |
| 285 | 1 |
| Value | Count | Frequency (%) |
| 3998 | 1 | 0.1% |
| 3996 | 1 | 0.1% |
| 3993 | 1 | 0.1% |
| 3991 | 1 | 0.1% |
| 3978 | 1 | 0.1% |
| 3971 | 3 | |
| 3970 | 1 | 0.1% |
| 3969 | 1 | 0.1% |
| 3966 | 1 | 0.1% |
| 3965 | 2 |
int_memory
Real number (ℝ≥0)
| Distinct | 63 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.60036832 |
| Minimum | 2 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 33 |
| Q3 | 48 |
| 95-th percentile | 61 |
| Maximum | 64 |
| Range | 62 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 17.99509966 |
|---|---|
| Coefficient of variation (CV) | 0.5519906854 |
| Kurtosis | -1.196104348 |
| Mean | 32.60036832 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.02417941111 |
| Sum | 53106 |
| Variance | 323.8236117 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16 | 45 | 2.8% |
| 27 | 39 | 2.4% |
| 57 | 38 | 2.3% |
| 33 | 34 | 2.1% |
| 23 | 33 | 2.0% |
| 42 | 33 | 2.0% |
| 10 | 32 | 2.0% |
| 9 | 32 | 2.0% |
| 7 | 31 | 1.9% |
| 44 | 31 | 1.9% |
| Other values (53) | 1281 |
| Value | Count | Frequency (%) |
| 2 | 29 | |
| 3 | 20 | |
| 4 | 12 | 0.7% |
| 5 | 27 | |
| 6 | 29 | |
| 7 | 31 | |
| 8 | 29 | |
| 9 | 32 | |
| 10 | 32 | |
| 11 | 23 |
| Value | Count | Frequency (%) |
| 64 | 29 | |
| 63 | 23 | |
| 62 | 18 | |
| 61 | 25 | |
| 60 | 22 | |
| 59 | 10 | 0.6% |
| 58 | 26 | |
| 57 | 38 | |
| 56 | 26 | |
| 55 | 26 |
| Distinct | 926 |
|---|---|
| Distinct (%) | 56.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 641.1264579 |
| Minimum | 0 |
|---|---|
| Maximum | 1960 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 68 |
| Q1 | 286 |
| median | 557 |
| Q3 | 936 |
| 95-th percentile | 1518.8 |
| Maximum | 1960 |
| Range | 1960 |
| Interquartile range (IQR) | 650 |
Descriptive statistics
| Standard deviation | 440.4137866 |
|---|---|
| Coefficient of variation (CV) | 0.6869374694 |
| Kurtosis | -0.2080957794 |
| Mean | 641.1264579 |
| Median Absolute Deviation (MAD) | 311 |
| Skewness | 0.6942521556 |
| Sum | 1044395 |
| Variance | 193964.3034 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 347 | 7 | 0.4% |
| 286 | 6 | 0.4% |
| 410 | 6 | 0.4% |
| 293 | 5 | 0.3% |
| 344 | 5 | 0.3% |
| 320 | 5 | 0.3% |
| 730 | 5 | 0.3% |
| 649 | 5 | 0.3% |
| 570 | 5 | 0.3% |
| 160 | 5 | 0.3% |
| Other values (916) | 1575 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 3 | 2 | |
| 4 | 3 | |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 2 | |
| 9 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1960 | 1 | 0.1% |
| 1920 | 1 | 0.1% |
| 1914 | 1 | 0.1% |
| 1901 | 1 | 0.1% |
| 1899 | 1 | 0.1% |
| 1895 | 1 | 0.1% |
| 1874 | 1 | 0.1% |
| 1869 | 2 | |
| 1858 | 3 | |
| 1852 | 1 | 0.1% |
clock_speed
Real number (ℝ≥0)
| Distinct | 26 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.527501535 |
| Minimum | 0.5 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 1.5 |
| Q3 | 2.3 |
| 95-th percentile | 2.8 |
| Maximum | 3 |
| Range | 2.5 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 0.8157418999 |
|---|---|
| Coefficient of variation (CV) | 0.5340367138 |
| Kurtosis | -1.321472551 |
| Mean | 1.527501535 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.1741776272 |
| Sum | 2488.3 |
| Variance | 0.6654348472 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5 | 335 | |
| 2.8 | 77 | 4.7% |
| 2.1 | 65 | 4.0% |
| 1.3 | 64 | 3.9% |
| 2.3 | 64 | 3.9% |
| 1 | 60 | 3.7% |
| 2.4 | 56 | 3.4% |
| 2.5 | 56 | 3.4% |
| 1.6 | 56 | 3.4% |
| 1.4 | 56 | 3.4% |
| Other values (16) | 740 |
| Value | Count | Frequency (%) |
| 0.5 | 335 | |
| 0.6 | 56 | 3.4% |
| 0.7 | 49 | 3.0% |
| 0.8 | 44 | 2.7% |
| 0.9 | 45 | 2.8% |
| 1 | 60 | 3.7% |
| 1.1 | 45 | 2.8% |
| 1.2 | 43 | 2.6% |
| 1.3 | 64 | 3.9% |
| 1.4 | 56 | 3.4% |
| Value | Count | Frequency (%) |
| 3 | 24 | 1.5% |
| 2.9 | 50 | |
| 2.8 | 77 | |
| 2.7 | 36 | |
| 2.6 | 45 | |
| 2.5 | 56 | |
| 2.4 | 56 | |
| 2.3 | 64 | |
| 2.2 | 47 | |
| 2.1 | 65 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | talk_time | battery_power | pc | three_g | mobile_wt | px_width | sc_h | sc_w | m_dep | touch_screen | four_g | blue | n_cores | wifi | dual_sim | ram | int_memory | px_height | clock_speed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 393 | 4 | 1715 | 20 | 1 | 120 | 1849 | 16 | 2 | 0.6 | 1 | 1 | 0 | 6 | 0 | 1 | 1249 | 15 | 114 | 2.6 |
| 1 | 1728 | 10 | 1678 | 11 | 1 | 134 | 536 | 19 | 0 | 0.9 | 1 | 1 | 0 | 3 | 0 | 0 | 278 | 64 | 436 | 2.1 |
| 2 | 190 | 9 | 781 | 7 | 0 | 88 | 607 | 17 | 10 | 0.2 | 0 | 0 | 1 | 2 | 0 | 1 | 3862 | 64 | 368 | 1.3 |
| 3 | 1480 | 15 | 1430 | 16 | 0 | 183 | 1182 | 7 | 1 | 0.5 | 1 | 0 | 0 | 1 | 1 | 1 | 2832 | 27 | 1132 | 0.5 |
| 4 | 30 | 18 | 955 | 10 | 1 | 155 | 1254 | 14 | 1 | 0.6 | 1 | 0 | 1 | 4 | 0 | 0 | 1974 | 2 | 428 | 0.5 |
| 5 | 1449 | 9 | 1549 | 4 | 1 | 91 | 990 | 7 | 3 | 0.7 | 0 | 0 | 1 | 4 | 1 | 1 | 799 | 62 | 167 | 1.8 |
| 6 | 211 | 11 | 1846 | 2 | 0 | 159 | 773 | 15 | 6 | 0.7 | 1 | 0 | 1 | 1 | 1 | 0 | 1333 | 19 | 83 | 0.6 |
| 7 | 643 | 9 | 1175 | 9 | 1 | 164 | 1394 | 9 | 4 | 0.3 | 1 | 0 | 1 | 7 | 0 | 0 | 1944 | 19 | 873 | 1.3 |
| 8 | 1762 | 16 | 1481 | 13 | 1 | 96 | 1533 | 10 | 5 | 0.6 | 1 | 1 | 1 | 5 | 1 | 1 | 2945 | 37 | 116 | 0.7 |
| 9 | 1434 | 8 | 907 | 12 | 0 | 160 | 896 | 13 | 6 | 0.2 | 0 | 0 | 1 | 3 | 0 | 1 | 3911 | 44 | 144 | 2.6 |
Last rows
| df_index | talk_time | battery_power | pc | three_g | mobile_wt | px_width | sc_h | sc_w | m_dep | touch_screen | four_g | blue | n_cores | wifi | dual_sim | ram | int_memory | px_height | clock_speed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1619 | 1433 | 15 | 1982 | 16 | 1 | 129 | 1873 | 16 | 14 | 0.1 | 1 | 0 | 0 | 7 | 1 | 0 | 3511 | 24 | 764 | 1.1 |
| 1620 | 1636 | 9 | 600 | 2 | 0 | 112 | 747 | 18 | 0 | 0.8 | 0 | 0 | 0 | 5 | 0 | 0 | 1655 | 14 | 320 | 0.5 |
| 1621 | 2315 | 14 | 1835 | 13 | 1 | 193 | 583 | 18 | 17 | 0.1 | 0 | 1 | 1 | 7 | 0 | 0 | 448 | 11 | 385 | 2.3 |
| 1622 | 357 | 19 | 765 | 11 | 0 | 88 | 1851 | 6 | 1 | 0.3 | 1 | 0 | 1 | 8 | 1 | 0 | 2256 | 44 | 1364 | 2.5 |
| 1623 | 125 | 16 | 1814 | 2 | 1 | 141 | 786 | 18 | 12 | 0.4 | 0 | 1 | 0 | 2 | 0 | 1 | 3556 | 9 | 756 | 1.4 |
| 1624 | 794 | 13 | 1122 | 14 | 1 | 120 | 790 | 11 | 2 | 0.6 | 1 | 0 | 0 | 4 | 1 | 0 | 3291 | 2 | 331 | 1.2 |
| 1625 | 1313 | 5 | 999 | 1 | 1 | 167 | 745 | 17 | 10 | 0.1 | 0 | 1 | 1 | 4 | 0 | 1 | 1344 | 27 | 20 | 1.8 |
| 1626 | 1983 | 16 | 1501 | 15 | 1 | 187 | 1056 | 13 | 12 | 0.2 | 1 | 1 | 0 | 1 | 1 | 0 | 2487 | 2 | 198 | 1.1 |
| 1627 | 2248 | 16 | 1456 | 20 | 1 | 193 | 1427 | 12 | 11 | 0.2 | 1 | 0 | 0 | 3 | 0 | 1 | 3624 | 49 | 1285 | 1.6 |
| 1628 | 837 | 15 | 1225 | 1 | 1 | 138 | 1101 | 12 | 11 | 0.6 | 1 | 1 | 0 | 7 | 0 | 1 | 2675 | 2 | 217 | 0.7 |